In [1]:
!pip uninstall keras keras-vggface keras-applications tensorflow -y
!pip install tensorflow==2.12.0 keras==2.12.0 keras-vggface keras-applications --no-cache-dir
Found existing installation: keras 3.8.0
Uninstalling keras-3.8.0:
  Successfully uninstalled keras-3.8.0
WARNING: Skipping keras-vggface as it is not installed.
WARNING: Skipping keras-applications as it is not installed.
Found existing installation: tensorflow 2.18.0
Uninstalling tensorflow-2.18.0:
  Successfully uninstalled tensorflow-2.18.0
Collecting tensorflow==2.12.0
  Downloading tensorflow-2.12.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (3.4 kB)
Collecting keras==2.12.0
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Collecting keras-vggface
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Collecting keras-applications
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INFO: pip is looking at multiple versions of jax to determine which version is compatible with other requirements. This could take a while.
Collecting jax>=0.3.15 (from tensorflow==2.12.0)
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Installing collected packages: wrapt, tensorflow-estimator, protobuf, numpy, keras, gast, keras-vggface, keras-applications, jaxlib, google-auth-oauthlib, tensorboard, jax, tensorflow
  Attempting uninstall: wrapt
    Found existing installation: wrapt 1.17.2
    Uninstalling wrapt-1.17.2:
      Successfully uninstalled wrapt-1.17.2
  Attempting uninstall: protobuf
    Found existing installation: protobuf 5.29.3
    Uninstalling protobuf-5.29.3:
      Successfully uninstalled protobuf-5.29.3
  Attempting uninstall: numpy
    Found existing installation: numpy 2.0.2
    Uninstalling numpy-2.0.2:
      Successfully uninstalled numpy-2.0.2
  Attempting uninstall: gast
    Found existing installation: gast 0.6.0
    Uninstalling gast-0.6.0:
      Successfully uninstalled gast-0.6.0
  Attempting uninstall: jaxlib
    Found existing installation: jaxlib 0.5.1
    Uninstalling jaxlib-0.5.1:
      Successfully uninstalled jaxlib-0.5.1
  Attempting uninstall: google-auth-oauthlib
    Found existing installation: google-auth-oauthlib 1.2.1
    Uninstalling google-auth-oauthlib-1.2.1:
      Successfully uninstalled google-auth-oauthlib-1.2.1
  Attempting uninstall: tensorboard
    Found existing installation: tensorboard 2.18.0
    Uninstalling tensorboard-2.18.0:
      Successfully uninstalled tensorboard-2.18.0
  Attempting uninstall: jax
    Found existing installation: jax 0.5.2
    Uninstalling jax-0.5.2:
      Successfully uninstalled jax-0.5.2
ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.
albumentations 2.0.5 requires numpy>=1.24.4, but you have numpy 1.23.5 which is incompatible.
xarray 2025.1.2 requires numpy>=1.24, but you have numpy 1.23.5 which is incompatible.
treescope 0.1.9 requires numpy>=1.25.2, but you have numpy 1.23.5 which is incompatible.
albucore 0.0.23 requires numpy>=1.24.4, but you have numpy 1.23.5 which is incompatible.
tf-keras 2.18.0 requires tensorflow<2.19,>=2.18, but you have tensorflow 2.12.0 which is incompatible.
bigframes 1.40.0 requires numpy>=1.24.0, but you have numpy 1.23.5 which is incompatible.
blosc2 3.2.0 requires numpy>=1.26, but you have numpy 1.23.5 which is incompatible.
chex 0.1.89 requires numpy>=1.24.1, but you have numpy 1.23.5 which is incompatible.
grpcio-status 1.71.0 requires protobuf<6.0dev,>=5.26.1, but you have protobuf 4.25.6 which is incompatible.
imbalanced-learn 0.13.0 requires numpy<3,>=1.24.3, but you have numpy 1.23.5 which is incompatible.
orbax-checkpoint 0.11.9 requires jax>=0.5.0, but you have jax 0.4.30 which is incompatible.
tensorflow-text 2.18.1 requires tensorflow<2.19,>=2.18.0, but you have tensorflow 2.12.0 which is incompatible.
pymc 5.21.1 requires numpy>=1.25.0, but you have numpy 1.23.5 which is incompatible.
scikit-image 0.25.2 requires numpy>=1.24, but you have numpy 1.23.5 which is incompatible.
Successfully installed gast-0.4.0 google-auth-oauthlib-1.0.0 jax-0.4.30 jaxlib-0.4.30 keras-2.12.0 keras-applications-1.0.8 keras-vggface-0.6 numpy-1.23.5 protobuf-4.25.6 tensorboard-2.12.3 tensorflow-2.12.0 tensorflow-estimator-2.12.0 wrapt-1.14.1
In [2]:
import keras
print("Keras version:", keras.__version__)
Keras version: 2.12.0
In [3]:
# mount to google drive

from google.colab import drive
drive.mount('/content/drive')
Mounted at /content/drive
In [4]:
import os

# Set the path to your extracted dataset
dataset_path = "/content/drive/MyDrive/PINS/PINS"  # Change this if needed

# List all folders (each folder is named after a person)
folders = os.listdir(dataset_path)

# Print the first few folder names as a check
print("Total folders (actors):", len(folders))
print("Sample folder names:", folders[:5])  # Display first 5 folder names
Total folders (actors): 100
Sample folder names: ['pins_Aaron Paul', 'pins_alexandra daddario', 'pins_Alvaro Morte', 'pins_alycia debnam carey face', 'pins_Amanda Crew']
In [5]:
!pip install opencv-python
Requirement already satisfied: opencv-python in /usr/local/lib/python3.11/dist-packages (4.11.0.86)
Requirement already satisfied: numpy>=1.21.2 in /usr/local/lib/python3.11/dist-packages (from opencv-python) (1.23.5)
In [6]:
import cv2
import numpy as np

# Dictionary to store images and labels
image_data = []
labels = []

# Loop through each folder (actor)
for folder in folders:
    actor_name = folder.replace("pins_", "")
    folder_path = os.path.join(dataset_path, folder)

    # Read each image in the folder
    for img_name in os.listdir(folder_path):
        img_path = os.path.join(folder_path, img_name)

        # Read the image using OpenCV
        img = cv2.imread(img_path)

        # Ensure the image is read properly
        if img is not None:
            img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)  # Convert BGR to RGB
            image_data.append(img)
            labels.append(actor_name)

# Convert lists to NumPy arrays
image_data = np.array(image_data, dtype=object)
labels = np.array(labels)

# Print sample data
print(f"Total images loaded: {len(image_data)}")
print(f"Unique labels: {len(set(labels))}")
print("Sample labels:", labels[:5])
Total images loaded: 10770
Unique labels: 100
Sample labels: ['Aaron Paul' 'Aaron Paul' 'Aaron Paul' 'Aaron Paul' 'Aaron Paul']
In [7]:
# Define target image size
IMG_SIZE = (224, 224)

# Resize all images
resized_images = [cv2.resize(img, IMG_SIZE) for img in image_data]

# Convert to NumPy array
resized_images = np.array(resized_images, dtype=np.uint8)

# Print shape of the dataset
print(f"Resized image dataset shape: {resized_images.shape}")  # (num_images, 224, 224, 3)
Resized image dataset shape: (10770, 224, 224, 3)
In [8]:
!pip install tensorflow keras numpy matplotlib --no-cache-dir
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In [9]:
from tensorflow.keras.applications import ResNet50
from tensorflow.keras.applications.resnet50 import preprocess_input
from tensorflow.keras.models import Model
import numpy as np
import cv2
import os

# Load ResNet50 model (pretrained on ImageNet)
base_model = ResNet50(weights='imagenet', include_top=False, input_shape=(224, 224, 3), pooling='avg')

# Create embedding model
model = Model(inputs=base_model.input, outputs=base_model.output)

# Print model summary
model.summary()
Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5
94765736/94765736 [==============================] - 1s 0us/step
Model: "model"
__________________________________________________________________________________________________
 Layer (type)                   Output Shape         Param #     Connected to                     
==================================================================================================
 input_1 (InputLayer)           [(None, 224, 224, 3  0           []                               
                                )]                                                                
                                                                                                  
 conv1_pad (ZeroPadding2D)      (None, 230, 230, 3)  0           ['input_1[0][0]']                
                                                                                                  
 conv1_conv (Conv2D)            (None, 112, 112, 64  9472        ['conv1_pad[0][0]']              
                                )                                                                 
                                                                                                  
 conv1_bn (BatchNormalization)  (None, 112, 112, 64  256         ['conv1_conv[0][0]']             
                                )                                                                 
                                                                                                  
 conv1_relu (Activation)        (None, 112, 112, 64  0           ['conv1_bn[0][0]']               
                                )                                                                 
                                                                                                  
 pool1_pad (ZeroPadding2D)      (None, 114, 114, 64  0           ['conv1_relu[0][0]']             
                                )                                                                 
                                                                                                  
 pool1_pool (MaxPooling2D)      (None, 56, 56, 64)   0           ['pool1_pad[0][0]']              
                                                                                                  
 conv2_block1_1_conv (Conv2D)   (None, 56, 56, 64)   4160        ['pool1_pool[0][0]']             
                                                                                                  
 conv2_block1_1_bn (BatchNormal  (None, 56, 56, 64)  256         ['conv2_block1_1_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv2_block1_1_relu (Activatio  (None, 56, 56, 64)  0           ['conv2_block1_1_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv2_block1_2_conv (Conv2D)   (None, 56, 56, 64)   36928       ['conv2_block1_1_relu[0][0]']    
                                                                                                  
 conv2_block1_2_bn (BatchNormal  (None, 56, 56, 64)  256         ['conv2_block1_2_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv2_block1_2_relu (Activatio  (None, 56, 56, 64)  0           ['conv2_block1_2_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv2_block1_0_conv (Conv2D)   (None, 56, 56, 256)  16640       ['pool1_pool[0][0]']             
                                                                                                  
 conv2_block1_3_conv (Conv2D)   (None, 56, 56, 256)  16640       ['conv2_block1_2_relu[0][0]']    
                                                                                                  
 conv2_block1_0_bn (BatchNormal  (None, 56, 56, 256)  1024       ['conv2_block1_0_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv2_block1_3_bn (BatchNormal  (None, 56, 56, 256)  1024       ['conv2_block1_3_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv2_block1_add (Add)         (None, 56, 56, 256)  0           ['conv2_block1_0_bn[0][0]',      
                                                                  'conv2_block1_3_bn[0][0]']      
                                                                                                  
 conv2_block1_out (Activation)  (None, 56, 56, 256)  0           ['conv2_block1_add[0][0]']       
                                                                                                  
 conv2_block2_1_conv (Conv2D)   (None, 56, 56, 64)   16448       ['conv2_block1_out[0][0]']       
                                                                                                  
 conv2_block2_1_bn (BatchNormal  (None, 56, 56, 64)  256         ['conv2_block2_1_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv2_block2_1_relu (Activatio  (None, 56, 56, 64)  0           ['conv2_block2_1_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv2_block2_2_conv (Conv2D)   (None, 56, 56, 64)   36928       ['conv2_block2_1_relu[0][0]']    
                                                                                                  
 conv2_block2_2_bn (BatchNormal  (None, 56, 56, 64)  256         ['conv2_block2_2_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv2_block2_2_relu (Activatio  (None, 56, 56, 64)  0           ['conv2_block2_2_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv2_block2_3_conv (Conv2D)   (None, 56, 56, 256)  16640       ['conv2_block2_2_relu[0][0]']    
                                                                                                  
 conv2_block2_3_bn (BatchNormal  (None, 56, 56, 256)  1024       ['conv2_block2_3_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv2_block2_add (Add)         (None, 56, 56, 256)  0           ['conv2_block1_out[0][0]',       
                                                                  'conv2_block2_3_bn[0][0]']      
                                                                                                  
 conv2_block2_out (Activation)  (None, 56, 56, 256)  0           ['conv2_block2_add[0][0]']       
                                                                                                  
 conv2_block3_1_conv (Conv2D)   (None, 56, 56, 64)   16448       ['conv2_block2_out[0][0]']       
                                                                                                  
 conv2_block3_1_bn (BatchNormal  (None, 56, 56, 64)  256         ['conv2_block3_1_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv2_block3_1_relu (Activatio  (None, 56, 56, 64)  0           ['conv2_block3_1_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv2_block3_2_conv (Conv2D)   (None, 56, 56, 64)   36928       ['conv2_block3_1_relu[0][0]']    
                                                                                                  
 conv2_block3_2_bn (BatchNormal  (None, 56, 56, 64)  256         ['conv2_block3_2_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv2_block3_2_relu (Activatio  (None, 56, 56, 64)  0           ['conv2_block3_2_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv2_block3_3_conv (Conv2D)   (None, 56, 56, 256)  16640       ['conv2_block3_2_relu[0][0]']    
                                                                                                  
 conv2_block3_3_bn (BatchNormal  (None, 56, 56, 256)  1024       ['conv2_block3_3_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv2_block3_add (Add)         (None, 56, 56, 256)  0           ['conv2_block2_out[0][0]',       
                                                                  'conv2_block3_3_bn[0][0]']      
                                                                                                  
 conv2_block3_out (Activation)  (None, 56, 56, 256)  0           ['conv2_block3_add[0][0]']       
                                                                                                  
 conv3_block1_1_conv (Conv2D)   (None, 28, 28, 128)  32896       ['conv2_block3_out[0][0]']       
                                                                                                  
 conv3_block1_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block1_1_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv3_block1_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block1_1_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv3_block1_2_conv (Conv2D)   (None, 28, 28, 128)  147584      ['conv3_block1_1_relu[0][0]']    
                                                                                                  
 conv3_block1_2_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block1_2_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv3_block1_2_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block1_2_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv3_block1_0_conv (Conv2D)   (None, 28, 28, 512)  131584      ['conv2_block3_out[0][0]']       
                                                                                                  
 conv3_block1_3_conv (Conv2D)   (None, 28, 28, 512)  66048       ['conv3_block1_2_relu[0][0]']    
                                                                                                  
 conv3_block1_0_bn (BatchNormal  (None, 28, 28, 512)  2048       ['conv3_block1_0_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv3_block1_3_bn (BatchNormal  (None, 28, 28, 512)  2048       ['conv3_block1_3_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv3_block1_add (Add)         (None, 28, 28, 512)  0           ['conv3_block1_0_bn[0][0]',      
                                                                  'conv3_block1_3_bn[0][0]']      
                                                                                                  
 conv3_block1_out (Activation)  (None, 28, 28, 512)  0           ['conv3_block1_add[0][0]']       
                                                                                                  
 conv3_block2_1_conv (Conv2D)   (None, 28, 28, 128)  65664       ['conv3_block1_out[0][0]']       
                                                                                                  
 conv3_block2_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block2_1_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv3_block2_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block2_1_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv3_block2_2_conv (Conv2D)   (None, 28, 28, 128)  147584      ['conv3_block2_1_relu[0][0]']    
                                                                                                  
 conv3_block2_2_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block2_2_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv3_block2_2_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block2_2_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv3_block2_3_conv (Conv2D)   (None, 28, 28, 512)  66048       ['conv3_block2_2_relu[0][0]']    
                                                                                                  
 conv3_block2_3_bn (BatchNormal  (None, 28, 28, 512)  2048       ['conv3_block2_3_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv3_block2_add (Add)         (None, 28, 28, 512)  0           ['conv3_block1_out[0][0]',       
                                                                  'conv3_block2_3_bn[0][0]']      
                                                                                                  
 conv3_block2_out (Activation)  (None, 28, 28, 512)  0           ['conv3_block2_add[0][0]']       
                                                                                                  
 conv3_block3_1_conv (Conv2D)   (None, 28, 28, 128)  65664       ['conv3_block2_out[0][0]']       
                                                                                                  
 conv3_block3_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block3_1_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv3_block3_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block3_1_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv3_block3_2_conv (Conv2D)   (None, 28, 28, 128)  147584      ['conv3_block3_1_relu[0][0]']    
                                                                                                  
 conv3_block3_2_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block3_2_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv3_block3_2_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block3_2_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv3_block3_3_conv (Conv2D)   (None, 28, 28, 512)  66048       ['conv3_block3_2_relu[0][0]']    
                                                                                                  
 conv3_block3_3_bn (BatchNormal  (None, 28, 28, 512)  2048       ['conv3_block3_3_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv3_block3_add (Add)         (None, 28, 28, 512)  0           ['conv3_block2_out[0][0]',       
                                                                  'conv3_block3_3_bn[0][0]']      
                                                                                                  
 conv3_block3_out (Activation)  (None, 28, 28, 512)  0           ['conv3_block3_add[0][0]']       
                                                                                                  
 conv3_block4_1_conv (Conv2D)   (None, 28, 28, 128)  65664       ['conv3_block3_out[0][0]']       
                                                                                                  
 conv3_block4_1_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block4_1_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv3_block4_1_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block4_1_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv3_block4_2_conv (Conv2D)   (None, 28, 28, 128)  147584      ['conv3_block4_1_relu[0][0]']    
                                                                                                  
 conv3_block4_2_bn (BatchNormal  (None, 28, 28, 128)  512        ['conv3_block4_2_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv3_block4_2_relu (Activatio  (None, 28, 28, 128)  0          ['conv3_block4_2_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv3_block4_3_conv (Conv2D)   (None, 28, 28, 512)  66048       ['conv3_block4_2_relu[0][0]']    
                                                                                                  
 conv3_block4_3_bn (BatchNormal  (None, 28, 28, 512)  2048       ['conv3_block4_3_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv3_block4_add (Add)         (None, 28, 28, 512)  0           ['conv3_block3_out[0][0]',       
                                                                  'conv3_block4_3_bn[0][0]']      
                                                                                                  
 conv3_block4_out (Activation)  (None, 28, 28, 512)  0           ['conv3_block4_add[0][0]']       
                                                                                                  
 conv4_block1_1_conv (Conv2D)   (None, 14, 14, 256)  131328      ['conv3_block4_out[0][0]']       
                                                                                                  
 conv4_block1_1_bn (BatchNormal  (None, 14, 14, 256)  1024       ['conv4_block1_1_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv4_block1_1_relu (Activatio  (None, 14, 14, 256)  0          ['conv4_block1_1_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv4_block1_2_conv (Conv2D)   (None, 14, 14, 256)  590080      ['conv4_block1_1_relu[0][0]']    
                                                                                                  
 conv4_block1_2_bn (BatchNormal  (None, 14, 14, 256)  1024       ['conv4_block1_2_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv4_block1_2_relu (Activatio  (None, 14, 14, 256)  0          ['conv4_block1_2_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv4_block1_0_conv (Conv2D)   (None, 14, 14, 1024  525312      ['conv3_block4_out[0][0]']       
                                )                                                                 
                                                                                                  
 conv4_block1_3_conv (Conv2D)   (None, 14, 14, 1024  263168      ['conv4_block1_2_relu[0][0]']    
                                )                                                                 
                                                                                                  
 conv4_block1_0_bn (BatchNormal  (None, 14, 14, 1024  4096       ['conv4_block1_0_conv[0][0]']    
 ization)                       )                                                                 
                                                                                                  
 conv4_block1_3_bn (BatchNormal  (None, 14, 14, 1024  4096       ['conv4_block1_3_conv[0][0]']    
 ization)                       )                                                                 
                                                                                                  
 conv4_block1_add (Add)         (None, 14, 14, 1024  0           ['conv4_block1_0_bn[0][0]',      
                                )                                 'conv4_block1_3_bn[0][0]']      
                                                                                                  
 conv4_block1_out (Activation)  (None, 14, 14, 1024  0           ['conv4_block1_add[0][0]']       
                                )                                                                 
                                                                                                  
 conv4_block2_1_conv (Conv2D)   (None, 14, 14, 256)  262400      ['conv4_block1_out[0][0]']       
                                                                                                  
 conv4_block2_1_bn (BatchNormal  (None, 14, 14, 256)  1024       ['conv4_block2_1_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv4_block2_1_relu (Activatio  (None, 14, 14, 256)  0          ['conv4_block2_1_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv4_block2_2_conv (Conv2D)   (None, 14, 14, 256)  590080      ['conv4_block2_1_relu[0][0]']    
                                                                                                  
 conv4_block2_2_bn (BatchNormal  (None, 14, 14, 256)  1024       ['conv4_block2_2_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv4_block2_2_relu (Activatio  (None, 14, 14, 256)  0          ['conv4_block2_2_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv4_block2_3_conv (Conv2D)   (None, 14, 14, 1024  263168      ['conv4_block2_2_relu[0][0]']    
                                )                                                                 
                                                                                                  
 conv4_block2_3_bn (BatchNormal  (None, 14, 14, 1024  4096       ['conv4_block2_3_conv[0][0]']    
 ization)                       )                                                                 
                                                                                                  
 conv4_block2_add (Add)         (None, 14, 14, 1024  0           ['conv4_block1_out[0][0]',       
                                )                                 'conv4_block2_3_bn[0][0]']      
                                                                                                  
 conv4_block2_out (Activation)  (None, 14, 14, 1024  0           ['conv4_block2_add[0][0]']       
                                )                                                                 
                                                                                                  
 conv4_block3_1_conv (Conv2D)   (None, 14, 14, 256)  262400      ['conv4_block2_out[0][0]']       
                                                                                                  
 conv4_block3_1_bn (BatchNormal  (None, 14, 14, 256)  1024       ['conv4_block3_1_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv4_block3_1_relu (Activatio  (None, 14, 14, 256)  0          ['conv4_block3_1_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv4_block3_2_conv (Conv2D)   (None, 14, 14, 256)  590080      ['conv4_block3_1_relu[0][0]']    
                                                                                                  
 conv4_block3_2_bn (BatchNormal  (None, 14, 14, 256)  1024       ['conv4_block3_2_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv4_block3_2_relu (Activatio  (None, 14, 14, 256)  0          ['conv4_block3_2_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv4_block3_3_conv (Conv2D)   (None, 14, 14, 1024  263168      ['conv4_block3_2_relu[0][0]']    
                                )                                                                 
                                                                                                  
 conv4_block3_3_bn (BatchNormal  (None, 14, 14, 1024  4096       ['conv4_block3_3_conv[0][0]']    
 ization)                       )                                                                 
                                                                                                  
 conv4_block3_add (Add)         (None, 14, 14, 1024  0           ['conv4_block2_out[0][0]',       
                                )                                 'conv4_block3_3_bn[0][0]']      
                                                                                                  
 conv4_block3_out (Activation)  (None, 14, 14, 1024  0           ['conv4_block3_add[0][0]']       
                                )                                                                 
                                                                                                  
 conv4_block4_1_conv (Conv2D)   (None, 14, 14, 256)  262400      ['conv4_block3_out[0][0]']       
                                                                                                  
 conv4_block4_1_bn (BatchNormal  (None, 14, 14, 256)  1024       ['conv4_block4_1_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv4_block4_1_relu (Activatio  (None, 14, 14, 256)  0          ['conv4_block4_1_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv4_block4_2_conv (Conv2D)   (None, 14, 14, 256)  590080      ['conv4_block4_1_relu[0][0]']    
                                                                                                  
 conv4_block4_2_bn (BatchNormal  (None, 14, 14, 256)  1024       ['conv4_block4_2_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv4_block4_2_relu (Activatio  (None, 14, 14, 256)  0          ['conv4_block4_2_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv4_block4_3_conv (Conv2D)   (None, 14, 14, 1024  263168      ['conv4_block4_2_relu[0][0]']    
                                )                                                                 
                                                                                                  
 conv4_block4_3_bn (BatchNormal  (None, 14, 14, 1024  4096       ['conv4_block4_3_conv[0][0]']    
 ization)                       )                                                                 
                                                                                                  
 conv4_block4_add (Add)         (None, 14, 14, 1024  0           ['conv4_block3_out[0][0]',       
                                )                                 'conv4_block4_3_bn[0][0]']      
                                                                                                  
 conv4_block4_out (Activation)  (None, 14, 14, 1024  0           ['conv4_block4_add[0][0]']       
                                )                                                                 
                                                                                                  
 conv4_block5_1_conv (Conv2D)   (None, 14, 14, 256)  262400      ['conv4_block4_out[0][0]']       
                                                                                                  
 conv4_block5_1_bn (BatchNormal  (None, 14, 14, 256)  1024       ['conv4_block5_1_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv4_block5_1_relu (Activatio  (None, 14, 14, 256)  0          ['conv4_block5_1_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv4_block5_2_conv (Conv2D)   (None, 14, 14, 256)  590080      ['conv4_block5_1_relu[0][0]']    
                                                                                                  
 conv4_block5_2_bn (BatchNormal  (None, 14, 14, 256)  1024       ['conv4_block5_2_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv4_block5_2_relu (Activatio  (None, 14, 14, 256)  0          ['conv4_block5_2_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv4_block5_3_conv (Conv2D)   (None, 14, 14, 1024  263168      ['conv4_block5_2_relu[0][0]']    
                                )                                                                 
                                                                                                  
 conv4_block5_3_bn (BatchNormal  (None, 14, 14, 1024  4096       ['conv4_block5_3_conv[0][0]']    
 ization)                       )                                                                 
                                                                                                  
 conv4_block5_add (Add)         (None, 14, 14, 1024  0           ['conv4_block4_out[0][0]',       
                                )                                 'conv4_block5_3_bn[0][0]']      
                                                                                                  
 conv4_block5_out (Activation)  (None, 14, 14, 1024  0           ['conv4_block5_add[0][0]']       
                                )                                                                 
                                                                                                  
 conv4_block6_1_conv (Conv2D)   (None, 14, 14, 256)  262400      ['conv4_block5_out[0][0]']       
                                                                                                  
 conv4_block6_1_bn (BatchNormal  (None, 14, 14, 256)  1024       ['conv4_block6_1_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv4_block6_1_relu (Activatio  (None, 14, 14, 256)  0          ['conv4_block6_1_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv4_block6_2_conv (Conv2D)   (None, 14, 14, 256)  590080      ['conv4_block6_1_relu[0][0]']    
                                                                                                  
 conv4_block6_2_bn (BatchNormal  (None, 14, 14, 256)  1024       ['conv4_block6_2_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv4_block6_2_relu (Activatio  (None, 14, 14, 256)  0          ['conv4_block6_2_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv4_block6_3_conv (Conv2D)   (None, 14, 14, 1024  263168      ['conv4_block6_2_relu[0][0]']    
                                )                                                                 
                                                                                                  
 conv4_block6_3_bn (BatchNormal  (None, 14, 14, 1024  4096       ['conv4_block6_3_conv[0][0]']    
 ization)                       )                                                                 
                                                                                                  
 conv4_block6_add (Add)         (None, 14, 14, 1024  0           ['conv4_block5_out[0][0]',       
                                )                                 'conv4_block6_3_bn[0][0]']      
                                                                                                  
 conv4_block6_out (Activation)  (None, 14, 14, 1024  0           ['conv4_block6_add[0][0]']       
                                )                                                                 
                                                                                                  
 conv5_block1_1_conv (Conv2D)   (None, 7, 7, 512)    524800      ['conv4_block6_out[0][0]']       
                                                                                                  
 conv5_block1_1_bn (BatchNormal  (None, 7, 7, 512)   2048        ['conv5_block1_1_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv5_block1_1_relu (Activatio  (None, 7, 7, 512)   0           ['conv5_block1_1_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv5_block1_2_conv (Conv2D)   (None, 7, 7, 512)    2359808     ['conv5_block1_1_relu[0][0]']    
                                                                                                  
 conv5_block1_2_bn (BatchNormal  (None, 7, 7, 512)   2048        ['conv5_block1_2_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv5_block1_2_relu (Activatio  (None, 7, 7, 512)   0           ['conv5_block1_2_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv5_block1_0_conv (Conv2D)   (None, 7, 7, 2048)   2099200     ['conv4_block6_out[0][0]']       
                                                                                                  
 conv5_block1_3_conv (Conv2D)   (None, 7, 7, 2048)   1050624     ['conv5_block1_2_relu[0][0]']    
                                                                                                  
 conv5_block1_0_bn (BatchNormal  (None, 7, 7, 2048)  8192        ['conv5_block1_0_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv5_block1_3_bn (BatchNormal  (None, 7, 7, 2048)  8192        ['conv5_block1_3_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv5_block1_add (Add)         (None, 7, 7, 2048)   0           ['conv5_block1_0_bn[0][0]',      
                                                                  'conv5_block1_3_bn[0][0]']      
                                                                                                  
 conv5_block1_out (Activation)  (None, 7, 7, 2048)   0           ['conv5_block1_add[0][0]']       
                                                                                                  
 conv5_block2_1_conv (Conv2D)   (None, 7, 7, 512)    1049088     ['conv5_block1_out[0][0]']       
                                                                                                  
 conv5_block2_1_bn (BatchNormal  (None, 7, 7, 512)   2048        ['conv5_block2_1_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv5_block2_1_relu (Activatio  (None, 7, 7, 512)   0           ['conv5_block2_1_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv5_block2_2_conv (Conv2D)   (None, 7, 7, 512)    2359808     ['conv5_block2_1_relu[0][0]']    
                                                                                                  
 conv5_block2_2_bn (BatchNormal  (None, 7, 7, 512)   2048        ['conv5_block2_2_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv5_block2_2_relu (Activatio  (None, 7, 7, 512)   0           ['conv5_block2_2_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv5_block2_3_conv (Conv2D)   (None, 7, 7, 2048)   1050624     ['conv5_block2_2_relu[0][0]']    
                                                                                                  
 conv5_block2_3_bn (BatchNormal  (None, 7, 7, 2048)  8192        ['conv5_block2_3_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv5_block2_add (Add)         (None, 7, 7, 2048)   0           ['conv5_block1_out[0][0]',       
                                                                  'conv5_block2_3_bn[0][0]']      
                                                                                                  
 conv5_block2_out (Activation)  (None, 7, 7, 2048)   0           ['conv5_block2_add[0][0]']       
                                                                                                  
 conv5_block3_1_conv (Conv2D)   (None, 7, 7, 512)    1049088     ['conv5_block2_out[0][0]']       
                                                                                                  
 conv5_block3_1_bn (BatchNormal  (None, 7, 7, 512)   2048        ['conv5_block3_1_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv5_block3_1_relu (Activatio  (None, 7, 7, 512)   0           ['conv5_block3_1_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv5_block3_2_conv (Conv2D)   (None, 7, 7, 512)    2359808     ['conv5_block3_1_relu[0][0]']    
                                                                                                  
 conv5_block3_2_bn (BatchNormal  (None, 7, 7, 512)   2048        ['conv5_block3_2_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv5_block3_2_relu (Activatio  (None, 7, 7, 512)   0           ['conv5_block3_2_bn[0][0]']      
 n)                                                                                               
                                                                                                  
 conv5_block3_3_conv (Conv2D)   (None, 7, 7, 2048)   1050624     ['conv5_block3_2_relu[0][0]']    
                                                                                                  
 conv5_block3_3_bn (BatchNormal  (None, 7, 7, 2048)  8192        ['conv5_block3_3_conv[0][0]']    
 ization)                                                                                         
                                                                                                  
 conv5_block3_add (Add)         (None, 7, 7, 2048)   0           ['conv5_block2_out[0][0]',       
                                                                  'conv5_block3_3_bn[0][0]']      
                                                                                                  
 conv5_block3_out (Activation)  (None, 7, 7, 2048)   0           ['conv5_block3_add[0][0]']       
                                                                                                  
 avg_pool (GlobalAveragePooling  (None, 2048)        0           ['conv5_block3_out[0][0]']       
 2D)                                                                                              
                                                                                                  
==================================================================================================
Total params: 23,587,712
Trainable params: 23,534,592
Non-trainable params: 53,120
__________________________________________________________________________________________________

Extract Embeddings for All Images

In [10]:
import os
import numpy as np

# Path to your extracted images directory
image_dir = "/content/drive/MyDrive/PINS/PINS"  # Update this if needed

# List all image file paths
image_paths = []
labels = []

for folder in os.listdir(image_dir):
    folder_path = os.path.join(image_dir, folder)
    if os.path.isdir(folder_path):  # Ensure it's a folder
        for img_file in os.listdir(folder_path):
            img_path = os.path.join(folder_path, img_file)
            image_paths.append(img_path)
            labels.append(folder.replace("pins_", ""))  # Extract actor name

print(f"Total images: {len(image_paths)}")
print(f"Sample labels: {labels[:5]}")
Total images: 10770
Sample labels: ['Aaron Paul', 'Aaron Paul', 'Aaron Paul', 'Aaron Paul', 'Aaron Paul']
In [11]:
import numpy as np
import cv2
from tensorflow.keras.applications.resnet50 import ResNet50, preprocess_input
from tensorflow.keras.models import Model

# Load Pretrained ResNet50 Model (removing classification layer)
base_model = ResNet50(weights="imagenet", include_top=False, pooling="avg")
model = Model(inputs=base_model.input, outputs=base_model.output)

def extract_embedding(img_path, model):
    """
    Function to extract feature embeddings from an image.
    """
    img = cv2.imread(img_path)  # Load image
    img = cv2.resize(img, (224, 224))  # Resize to 224x224 (ResNet input size)
    img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)  # Convert BGR to RGB
    img = np.expand_dims(img, axis=0)  # Expand dimensions for batch processing
    img = preprocess_input(img)  # Normalize using ResNet preprocessing

    embedding = model.predict(img)[0]  # Extract feature vector
    return embedding
In [12]:
from tqdm import tqdm

# Create an empty dictionary to store embeddings
embeddings = {}

for i, img_path in tqdm(enumerate(image_paths), total=len(image_paths)):
    try:
        embeddings[img_path] = extract_embedding(img_path, model)
    except Exception as e:
        print(f"Error processing {img_path}: {e}")

print("Embeddings generated for all images!")
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Embeddings generated for all images!

In [13]:
import pandas as pd

# Convert dictionary to DataFrame
df_embeddings = pd.DataFrame(embeddings).T  # Transpose so images are rows
df_embeddings["label"] = labels  # Add labels

# Save to CSV
df_embeddings.to_csv("image_embeddings.csv", index_label="image_path")

print("Embeddings successfully saved to image_embeddings.csv!")
Embeddings successfully saved to image_embeddings.csv!
In [14]:
import os
print("Files in current directory:", os.listdir("."))
Files in current directory: ['.config', 'drive', 'image_embeddings.csv', 'sample_data']

Finding Similar Images Using Distance Metrics

We will use cosine similarity because it works well for features

In [15]:
import pandas as pd
In [16]:
from sklearn.metrics.pairwise import cosine_similarity
import numpy as np

# Load embeddings
df_embeddings = pd.read_csv("image_embeddings.csv", index_col="image_path")

# Extract only the feature vectors (exclude labels)
X = df_embeddings.drop(columns=["label"]).values

# Compute cosine similarity matrix
similarity_matrix = cosine_similarity(X)

print("Cosine similarity matrix shape:", similarity_matrix.shape)
Cosine similarity matrix shape: (10770, 10770)

Each row and column represents an image. The values indicate how similar each image is to every other image.

Similarity Threshold

In [17]:
SIMILARITY_THRESHOLD = 0.7  # Tune this threshold based on results
DISSIMILARITY_THRESHOLD = 0.5

If cosine similarity > 0.8, the images are similar

If cosine similarity < 0.5, the images are dissimilar

Find and Classify Similar & Dissimilar Images

In [18]:
def classify_similar_images(image_index, top_n=5):
    """
    Finds the top N most similar and dissimilar images to a given image index.
    """
    similarity_scores = similarity_matrix[image_index]  # Get similarity scores for this image
    sorted_indices = np.argsort(similarity_scores)[::-1]  # Sort in descending order

    # Filter similar and dissimilar images based on threshold
    similar_indices = [i for i in sorted_indices if similarity_scores[i] > SIMILARITY_THRESHOLD and i != image_index][:top_n]
    dissimilar_indices = [i for i in sorted_indices if similarity_scores[i] < DISSIMILARITY_THRESHOLD][:top_n]

    return similar_indices, dissimilar_indices

# Example: Get 5 similar and dissimilar images for the first image
similar_imgs, dissimilar_imgs = classify_similar_images(0, top_n=5)
print("Similar Images:", similar_imgs)
print("Dissimilar Images:", dissimilar_imgs)
Similar Images: [7287, 6364, 8479, 10367, 4714]
Dissimilar Images: [1673, 2855, 9335, 10621, 3413]

Run the Visualization Function

In [19]:
import matplotlib.pyplot as plt
import cv2
In [20]:
import matplotlib.pyplot as plt
import cv2
import os

def show_classified_images(image_index, top_n=5):
    """
    Displays the original image along with top N similar and dissimilar images.
    Fixes issues related to empty subplots and misalignment.
    """
    similar_indices, dissimilar_indices = classify_similar_images(image_index, top_n)

    # Dynamically set the number of columns
    total_images = 1 + top_n + top_n  # Original + Similar + Dissimilar
    cols = max(6, total_images)  # Ensure at least 6 columns
    rows = 2  # Two rows (Similar & Dissimilar)

    fig, axes = plt.subplots(rows, cols, figsize=(cols * 2, 6))
    axes = axes.flatten()  # Flatten for easy iteration

    # Function to load and display an image
    def display_image(ax, img_path, title):
        ax.axis("off")  # Hide axis
        if os.path.exists(img_path):
            img = cv2.imread(img_path)
            img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
            ax.imshow(img)
        else:
            ax.text(0.5, 0.5, "Not Found", fontsize=12, ha='center', va='center')
        ax.set_title(title, fontsize=10)

    # Load original image
    original_img_path = df_embeddings.index[image_index]
    display_image(axes[0], original_img_path, "Original Image")

    # Show similar images
    for i, idx in enumerate(similar_indices):
        img_path = df_embeddings.index[idx]
        display_image(axes[i + 1], img_path, f"Similar {i+1}")

    # Show dissimilar images
    for i, idx in enumerate(dissimilar_indices):
        img_path = df_embeddings.index[idx]
        display_image(axes[top_n + 1 + i], img_path, f"Dissimilar {i+1}")

    # Hide any extra subplots
    for j in range(total_images, len(axes)):
        axes[j].axis("off")

    plt.suptitle("Top Similar and Dissimilar Images", fontsize=14, fontweight='bold')
    plt.tight_layout()
    plt.show()
In [21]:
show_classified_images(3, top_n=4)
No description has been provided for this image
  • There is an issue in the model which is displaying wrong images in similar case

DEEPFACE

In [22]:
!pip install deepface
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In [23]:
!pip install -U deepface
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Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.11/dist-packages (from pandas>=0.23.4->deepface) (2025.1)
Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas>=0.23.4->deepface) (2025.1)
Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests>=2.27.1->deepface) (3.4.1)
Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests>=2.27.1->deepface) (3.10)
Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests>=2.27.1->deepface) (2.3.0)
Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests>=2.27.1->deepface) (2025.1.31)
Requirement already satisfied: absl-py>=1.0.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow>=1.9.0->deepface) (1.4.0)
Requirement already satisfied: astunparse>=1.6.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow>=1.9.0->deepface) (1.6.3)
Requirement already satisfied: flatbuffers>=2.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow>=1.9.0->deepface) (25.2.10)
Requirement already satisfied: gast<=0.4.0,>=0.2.1 in /usr/local/lib/python3.11/dist-packages (from tensorflow>=1.9.0->deepface) (0.4.0)
Requirement already satisfied: google-pasta>=0.1.1 in /usr/local/lib/python3.11/dist-packages (from tensorflow>=1.9.0->deepface) (0.2.0)
Requirement already satisfied: grpcio<2.0,>=1.24.3 in /usr/local/lib/python3.11/dist-packages (from tensorflow>=1.9.0->deepface) (1.71.0)
Requirement already satisfied: h5py>=2.9.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow>=1.9.0->deepface) (3.13.0)
Requirement already satisfied: jax>=0.3.15 in /usr/local/lib/python3.11/dist-packages (from tensorflow>=1.9.0->deepface) (0.4.30)
Requirement already satisfied: libclang>=13.0.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow>=1.9.0->deepface) (18.1.1)
Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.11/dist-packages (from tensorflow>=1.9.0->deepface) (3.4.0)
Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 in /usr/local/lib/python3.11/dist-packages (from tensorflow>=1.9.0->deepface) (4.25.6)
Requirement already satisfied: setuptools in /usr/local/lib/python3.11/dist-packages (from tensorflow>=1.9.0->deepface) (75.1.0)
Requirement already satisfied: six>=1.12.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow>=1.9.0->deepface) (1.17.0)
Requirement already satisfied: tensorboard<2.13,>=2.12 in /usr/local/lib/python3.11/dist-packages (from tensorflow>=1.9.0->deepface) (2.12.3)
Requirement already satisfied: tensorflow-estimator<2.13,>=2.12.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow>=1.9.0->deepface) (2.12.0)
Requirement already satisfied: typing-extensions>=3.6.6 in /usr/local/lib/python3.11/dist-packages (from tensorflow>=1.9.0->deepface) (4.12.2)
Requirement already satisfied: wrapt<1.15,>=1.11.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow>=1.9.0->deepface) (1.14.1)
Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in /usr/local/lib/python3.11/dist-packages (from tensorflow>=1.9.0->deepface) (0.37.1)
Requirement already satisfied: wheel<1.0,>=0.23.0 in /usr/local/lib/python3.11/dist-packages (from astunparse>=1.6.0->tensorflow>=1.9.0->deepface) (0.45.1)
Requirement already satisfied: jaxlib<=0.4.30,>=0.4.27 in /usr/local/lib/python3.11/dist-packages (from jax>=0.3.15->tensorflow>=1.9.0->deepface) (0.4.30)
Requirement already satisfied: ml-dtypes>=0.2.0 in /usr/local/lib/python3.11/dist-packages (from jax>=0.3.15->tensorflow>=1.9.0->deepface) (0.4.1)
Requirement already satisfied: scipy>=1.9 in /usr/local/lib/python3.11/dist-packages (from jax>=0.3.15->tensorflow>=1.9.0->deepface) (1.14.1)
Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.11/dist-packages (from Jinja2>=3.1.2->Flask>=1.1.2->deepface) (3.0.2)
Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.11/dist-packages (from tensorboard<2.13,>=2.12->tensorflow>=1.9.0->deepface) (2.38.0)
Requirement already satisfied: google-auth-oauthlib<1.1,>=0.5 in /usr/local/lib/python3.11/dist-packages (from tensorboard<2.13,>=2.12->tensorflow>=1.9.0->deepface) (1.0.0)
Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.11/dist-packages (from tensorboard<2.13,>=2.12->tensorflow>=1.9.0->deepface) (3.7)
Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /usr/local/lib/python3.11/dist-packages (from tensorboard<2.13,>=2.12->tensorflow>=1.9.0->deepface) (0.7.2)
Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.11/dist-packages (from beautifulsoup4->gdown>=3.10.1->deepface) (2.6)
Requirement already satisfied: PySocks!=1.5.7,>=1.5.6 in /usr/local/lib/python3.11/dist-packages (from requests[socks]->gdown>=3.10.1->deepface) (1.7.1)
Requirement already satisfied: cachetools<6.0,>=2.0.0 in /usr/local/lib/python3.11/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow>=1.9.0->deepface) (5.5.2)
Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.11/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow>=1.9.0->deepface) (0.4.1)
Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.11/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow>=1.9.0->deepface) (4.9)
Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.11/dist-packages (from google-auth-oauthlib<1.1,>=0.5->tensorboard<2.13,>=2.12->tensorflow>=1.9.0->deepface) (2.0.0)
Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in /usr/local/lib/python3.11/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow>=1.9.0->deepface) (0.6.1)
Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.11/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<1.1,>=0.5->tensorboard<2.13,>=2.12->tensorflow>=1.9.0->deepface) (3.2.2)
In [24]:
!pip install tensorflow keras numpy
Requirement already satisfied: tensorflow in /usr/local/lib/python3.11/dist-packages (2.12.0)
Requirement already satisfied: keras in /usr/local/lib/python3.11/dist-packages (2.12.0)
Requirement already satisfied: numpy in /usr/local/lib/python3.11/dist-packages (1.23.5)
Requirement already satisfied: absl-py>=1.0.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (1.4.0)
Requirement already satisfied: astunparse>=1.6.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (1.6.3)
Requirement already satisfied: flatbuffers>=2.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (25.2.10)
Requirement already satisfied: gast<=0.4.0,>=0.2.1 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (0.4.0)
Requirement already satisfied: google-pasta>=0.1.1 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (0.2.0)
Requirement already satisfied: grpcio<2.0,>=1.24.3 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (1.71.0)
Requirement already satisfied: h5py>=2.9.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (3.13.0)
Requirement already satisfied: jax>=0.3.15 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (0.4.30)
Requirement already satisfied: libclang>=13.0.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (18.1.1)
Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (3.4.0)
Requirement already satisfied: packaging in /usr/local/lib/python3.11/dist-packages (from tensorflow) (24.2)
Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (4.25.6)
Requirement already satisfied: setuptools in /usr/local/lib/python3.11/dist-packages (from tensorflow) (75.1.0)
Requirement already satisfied: six>=1.12.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (1.17.0)
Requirement already satisfied: tensorboard<2.13,>=2.12 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (2.12.3)
Requirement already satisfied: tensorflow-estimator<2.13,>=2.12.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (2.12.0)
Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (2.5.0)
Requirement already satisfied: typing-extensions>=3.6.6 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (4.12.2)
Requirement already satisfied: wrapt<1.15,>=1.11.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (1.14.1)
Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (0.37.1)
Requirement already satisfied: wheel<1.0,>=0.23.0 in /usr/local/lib/python3.11/dist-packages (from astunparse>=1.6.0->tensorflow) (0.45.1)
Requirement already satisfied: jaxlib<=0.4.30,>=0.4.27 in /usr/local/lib/python3.11/dist-packages (from jax>=0.3.15->tensorflow) (0.4.30)
Requirement already satisfied: ml-dtypes>=0.2.0 in /usr/local/lib/python3.11/dist-packages (from jax>=0.3.15->tensorflow) (0.4.1)
Requirement already satisfied: scipy>=1.9 in /usr/local/lib/python3.11/dist-packages (from jax>=0.3.15->tensorflow) (1.14.1)
Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.11/dist-packages (from tensorboard<2.13,>=2.12->tensorflow) (2.38.0)
Requirement already satisfied: google-auth-oauthlib<1.1,>=0.5 in /usr/local/lib/python3.11/dist-packages (from tensorboard<2.13,>=2.12->tensorflow) (1.0.0)
Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.11/dist-packages (from tensorboard<2.13,>=2.12->tensorflow) (3.7)
Requirement already satisfied: requests<3,>=2.21.0 in /usr/local/lib/python3.11/dist-packages (from tensorboard<2.13,>=2.12->tensorflow) (2.32.3)
Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /usr/local/lib/python3.11/dist-packages (from tensorboard<2.13,>=2.12->tensorflow) (0.7.2)
Requirement already satisfied: werkzeug>=1.0.1 in /usr/local/lib/python3.11/dist-packages (from tensorboard<2.13,>=2.12->tensorflow) (3.1.3)
Requirement already satisfied: cachetools<6.0,>=2.0.0 in /usr/local/lib/python3.11/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow) (5.5.2)
Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.11/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow) (0.4.1)
Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.11/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow) (4.9)
Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.11/dist-packages (from google-auth-oauthlib<1.1,>=0.5->tensorboard<2.13,>=2.12->tensorflow) (2.0.0)
Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow) (3.4.1)
Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow) (3.10)
Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow) (2.3.0)
Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow) (2025.1.31)
Requirement already satisfied: MarkupSafe>=2.1.1 in /usr/local/lib/python3.11/dist-packages (from werkzeug>=1.0.1->tensorboard<2.13,>=2.12->tensorflow) (3.0.2)
Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in /usr/local/lib/python3.11/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow) (0.6.1)
Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.11/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<1.1,>=0.5->tensorboard<2.13,>=2.12->tensorflow) (3.2.2)
In [25]:
!pip install deepface tensorflow keras numpy opencv-python matplotlib
Requirement already satisfied: deepface in /usr/local/lib/python3.11/dist-packages (0.0.93)
Requirement already satisfied: tensorflow in /usr/local/lib/python3.11/dist-packages (2.12.0)
Requirement already satisfied: keras in /usr/local/lib/python3.11/dist-packages (2.12.0)
Requirement already satisfied: numpy in /usr/local/lib/python3.11/dist-packages (1.23.5)
Requirement already satisfied: opencv-python in /usr/local/lib/python3.11/dist-packages (4.11.0.86)
Requirement already satisfied: matplotlib in /usr/local/lib/python3.11/dist-packages (3.10.0)
Requirement already satisfied: requests>=2.27.1 in /usr/local/lib/python3.11/dist-packages (from deepface) (2.32.3)
Requirement already satisfied: pandas>=0.23.4 in /usr/local/lib/python3.11/dist-packages (from deepface) (2.2.2)
Requirement already satisfied: gdown>=3.10.1 in /usr/local/lib/python3.11/dist-packages (from deepface) (5.2.0)
Requirement already satisfied: tqdm>=4.30.0 in /usr/local/lib/python3.11/dist-packages (from deepface) (4.67.1)
Requirement already satisfied: Pillow>=5.2.0 in /usr/local/lib/python3.11/dist-packages (from deepface) (11.1.0)
Requirement already satisfied: Flask>=1.1.2 in /usr/local/lib/python3.11/dist-packages (from deepface) (3.1.0)
Requirement already satisfied: flask-cors>=4.0.1 in /usr/local/lib/python3.11/dist-packages (from deepface) (5.0.1)
Requirement already satisfied: mtcnn>=0.1.0 in /usr/local/lib/python3.11/dist-packages (from deepface) (1.0.0)
Requirement already satisfied: retina-face>=0.0.1 in /usr/local/lib/python3.11/dist-packages (from deepface) (0.0.17)
Requirement already satisfied: fire>=0.4.0 in /usr/local/lib/python3.11/dist-packages (from deepface) (0.7.0)
Requirement already satisfied: gunicorn>=20.1.0 in /usr/local/lib/python3.11/dist-packages (from deepface) (23.0.0)
Requirement already satisfied: absl-py>=1.0.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (1.4.0)
Requirement already satisfied: astunparse>=1.6.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (1.6.3)
Requirement already satisfied: flatbuffers>=2.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (25.2.10)
Requirement already satisfied: gast<=0.4.0,>=0.2.1 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (0.4.0)
Requirement already satisfied: google-pasta>=0.1.1 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (0.2.0)
Requirement already satisfied: grpcio<2.0,>=1.24.3 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (1.71.0)
Requirement already satisfied: h5py>=2.9.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (3.13.0)
Requirement already satisfied: jax>=0.3.15 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (0.4.30)
Requirement already satisfied: libclang>=13.0.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (18.1.1)
Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (3.4.0)
Requirement already satisfied: packaging in /usr/local/lib/python3.11/dist-packages (from tensorflow) (24.2)
Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (4.25.6)
Requirement already satisfied: setuptools in /usr/local/lib/python3.11/dist-packages (from tensorflow) (75.1.0)
Requirement already satisfied: six>=1.12.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (1.17.0)
Requirement already satisfied: tensorboard<2.13,>=2.12 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (2.12.3)
Requirement already satisfied: tensorflow-estimator<2.13,>=2.12.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (2.12.0)
Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (2.5.0)
Requirement already satisfied: typing-extensions>=3.6.6 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (4.12.2)
Requirement already satisfied: wrapt<1.15,>=1.11.0 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (1.14.1)
Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in /usr/local/lib/python3.11/dist-packages (from tensorflow) (0.37.1)
Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib) (1.3.1)
Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.11/dist-packages (from matplotlib) (0.12.1)
Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.11/dist-packages (from matplotlib) (4.56.0)
Requirement already satisfied: kiwisolver>=1.3.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib) (1.4.8)
Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib) (3.2.1)
Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.11/dist-packages (from matplotlib) (2.8.2)
Requirement already satisfied: wheel<1.0,>=0.23.0 in /usr/local/lib/python3.11/dist-packages (from astunparse>=1.6.0->tensorflow) (0.45.1)
Requirement already satisfied: Werkzeug>=3.1 in /usr/local/lib/python3.11/dist-packages (from Flask>=1.1.2->deepface) (3.1.3)
Requirement already satisfied: Jinja2>=3.1.2 in /usr/local/lib/python3.11/dist-packages (from Flask>=1.1.2->deepface) (3.1.6)
Requirement already satisfied: itsdangerous>=2.2 in /usr/local/lib/python3.11/dist-packages (from Flask>=1.1.2->deepface) (2.2.0)
Requirement already satisfied: click>=8.1.3 in /usr/local/lib/python3.11/dist-packages (from Flask>=1.1.2->deepface) (8.1.8)
Requirement already satisfied: blinker>=1.9 in /usr/local/lib/python3.11/dist-packages (from Flask>=1.1.2->deepface) (1.9.0)
Requirement already satisfied: beautifulsoup4 in /usr/local/lib/python3.11/dist-packages (from gdown>=3.10.1->deepface) (4.13.3)
Requirement already satisfied: filelock in /usr/local/lib/python3.11/dist-packages (from gdown>=3.10.1->deepface) (3.18.0)
Requirement already satisfied: jaxlib<=0.4.30,>=0.4.27 in /usr/local/lib/python3.11/dist-packages (from jax>=0.3.15->tensorflow) (0.4.30)
Requirement already satisfied: ml-dtypes>=0.2.0 in /usr/local/lib/python3.11/dist-packages (from jax>=0.3.15->tensorflow) (0.4.1)
Requirement already satisfied: scipy>=1.9 in /usr/local/lib/python3.11/dist-packages (from jax>=0.3.15->tensorflow) (1.14.1)
Requirement already satisfied: joblib>=1.4.2 in /usr/local/lib/python3.11/dist-packages (from mtcnn>=0.1.0->deepface) (1.4.2)
Requirement already satisfied: lz4>=4.3.3 in /usr/local/lib/python3.11/dist-packages (from mtcnn>=0.1.0->deepface) (4.4.3)
Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.11/dist-packages (from pandas>=0.23.4->deepface) (2025.1)
Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas>=0.23.4->deepface) (2025.1)
Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests>=2.27.1->deepface) (3.4.1)
Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests>=2.27.1->deepface) (3.10)
Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests>=2.27.1->deepface) (2.3.0)
Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests>=2.27.1->deepface) (2025.1.31)
Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.11/dist-packages (from tensorboard<2.13,>=2.12->tensorflow) (2.38.0)
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In [26]:
import tensorflow as tf
from tensorflow.keras.models import Model
from tensorflow.keras.layers import Flatten, Dense
from tensorflow.keras.applications.vgg16 import VGG16, preprocess_input
from tensorflow.keras.preprocessing import image
import numpy as np
import cv2
import os
from scipy.spatial.distance import euclidean
import matplotlib.pyplot as plt
In [27]:
def load_vgg_face_model(weights_path):
    """
    Loads the VGG-Face model architecture and custom weights.
    """
    # Load base VGG16 model (excluding top layer)
    base_model = VGG16(include_top=False, input_shape=(224, 224, 3))

    # Add custom layers to match VGG-Face
    x = Flatten(name="flatten")(base_model.output)
    x = Dense(4096, activation="relu", name="fc6")(x)
    x = Dense(4096, activation="relu", name="fc7")(x)
    x = Dense(2622, activation="softmax", name="fc8")(x)  # 2622 classes in VGG-Face

    model = Model(inputs=base_model.input, outputs=x)

    # Load weights while ignoring mismatched layers
    model.load_weights(weights_path, by_name=True, skip_mismatch=True)

    print("✅ VGG-Face model loaded successfully!")
    return model

# Path to your weights file in Google Drive
weights_path = "/content/drive/MyDrive/vgg_face_weights.h5"

# Load the model
vgg_face_model = load_vgg_face_model(weights_path)
Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5
58889256/58889256 [==============================] - 5s 0us/step
WARNING:tensorflow:Skipping loading weights for layer #32 (named fc6) due to mismatch in shape for weight fc6/kernel:0. Weight expects shape (25088, 4096). Received saved weight with shape (7, 7, 512, 4096)
WARNING:tensorflow:Skipping loading weights for layer #34 (named fc7) due to mismatch in shape for weight fc7/kernel:0. Weight expects shape (4096, 4096). Received saved weight with shape (1, 1, 4096, 4096)
WARNING:tensorflow:Skipping loading weights for layer #36 (named fc8) due to mismatch in shape for weight fc8/kernel:0. Weight expects shape (4096, 2622). Received saved weight with shape (1, 1, 4096, 2622)
✅ VGG-Face model loaded successfully!
In [28]:
# Remove last layer to get face embeddings
embedding_model = Model(inputs=vgg_face_model.input, outputs=vgg_face_model.get_layer("fc7").output)
In [29]:
def get_embedding(img_path):
    """
    Extracts a 4096-dimensional embedding from an image using VGG-Face.
    """
    img = image.load_img(img_path, target_size=(224, 224))
    img_array = image.img_to_array(img)
    img_array = np.expand_dims(img_array, axis=0)
    img_array = preprocess_input(img_array)  # Preprocessing for VGG16

    embedding = embedding_model.predict(img_array)[0]
    return embedding
In [30]:
def compare_faces(img1, img2):
    """
    Compares two images using Euclidean distance.
    """
    emb1 = get_embedding(img1)
    emb2 = get_embedding(img2)
    distance = euclidean(emb1, emb2)

    print(f"🔹 Euclidean Distance: {distance}")

    if distance < 0.7:
        print("✅ Faces Match!")
    else:
        print("❌ Faces Do Not Match!")

# Test with example images
img1 = "/content/drive/MyDrive/Benedict Cumberbatch9.jpg"
img2 = "/content/drive/MyDrive/Dwayne Johnson4.jpg"

compare_faces(img1, img2)
1/1 [==============================] - 2s 2s/step
1/1 [==============================] - 1s 1s/step
🔹 Euclidean Distance: 252.82229614257812
❌ Faces Do Not Match!

The Euclidean distance seems too high, meaning the embeddings extracted from VGG-Face aren’t matching well

In [31]:
from deepface import DeepFace

# Extract features from an image
def get_embedding_deepface(img_path):
    embedding = DeepFace.represent(img_path, model_name="VGG-Face", enforce_detection=False)
    return np.array(embedding[0]["embedding"])

# Compare faces using cosine similarity
from sklearn.metrics.pairwise import cosine_similarity

def compare_faces_deepface(img1, img2):
    emb1 = get_embedding_deepface(img1)
    emb2 = get_embedding_deepface(img2)

    similarity = cosine_similarity([emb1], [emb2])[0][0]
    print(f"🔹 Cosine Similarity: {similarity}")

    if similarity > 0.6:
        print("✅ Faces Match!")
    else:
        print("❌ Faces Do Not Match!")

# Test with example images
img1 = "/content/drive/MyDrive/Benedict Cumberbatch9.jpg"
img2 = "/content/drive/MyDrive/Dwayne Johnson4.jpg"

compare_faces_deepface(img1, img2)
25-03-23 06:14:34 - Directory /root/.deepface has been created
25-03-23 06:14:34 - Directory /root/.deepface/weights has been created
25-03-23 06:14:39 - vgg_face_weights.h5 will be downloaded...
Downloading...
From: https://github.com/serengil/deepface_models/releases/download/v1.0/vgg_face_weights.h5
To: /root/.deepface/weights/vgg_face_weights.h5
100%|██████████| 580M/580M [00:16<00:00, 35.7MB/s]
🔹 Cosine Similarity: 0.08047792490669253
❌ Faces Do Not Match!

The cosine similarity (0.08) is very low, which means the embeddings for the two images are not matching well

In [32]:
from deepface import DeepFace
from sklearn.metrics.pairwise import cosine_similarity
import numpy as np

# Function to get embeddings using a specific model
def get_embedding_deepface(img_path, model_name="Facenet"):
    embedding = DeepFace.represent(img_path, model_name=model_name, enforce_detection=False)
    return np.array(embedding[0]["embedding"])

# Function to compare two face images
def compare_faces(img1, img2, model_name="Facenet"):
    emb1 = get_embedding_deepface(img1, model_name)
    emb2 = get_embedding_deepface(img2, model_name)

    similarity = cosine_similarity([emb1], [emb2])[0][0]
    print(f"🔹 Cosine Similarity: {similarity}")

    if similarity > 0.6:
        print("✅ Faces Match!")
    else:
        print("❌ Faces Do Not Match!")

# Paths to two images for comparison
img1 = "/content/drive/MyDrive/Benedict Cumberbatch9.jpg"
img2 = "/content/drive/MyDrive/Dwayne Johnson4.jpg"


# Run comparison using Facenet
compare_faces(img1, img2, model_name="Facenet")
25-03-23 06:15:07 - facenet_weights.h5 will be downloaded...
Downloading...
From: https://github.com/serengil/deepface_models/releases/download/v1.0/facenet_weights.h5
To: /root/.deepface/weights/facenet_weights.h5
100%|██████████| 92.2M/92.2M [00:00<00:00, 157MB/s]
🔹 Cosine Similarity: -0.051237847149961185
❌ Faces Do Not Match!
In [33]:
from deepface import DeepFace
import numpy as np
from sklearn.preprocessing import normalize
from sklearn.metrics.pairwise import cosine_similarity

# Paths to the images
img1_path = "/content/drive/MyDrive/PINS/PINS/pins_Amaury Nolasco/Amaury Nolasco0.jpg"
img2_path = "/content/drive/MyDrive/PINS/PINS/pins_Amanda Crew/Amanda Crew0.jpg"
# Extract embeddings using ArcFace
emb1 = DeepFace.represent(img_path=img1_path, model_name="ArcFace")[0]["embedding"]
emb2 = DeepFace.represent(img_path=img2_path, model_name="ArcFace")[0]["embedding"]

# Normalize embeddings
emb1 = normalize([emb1])[0]
emb2 = normalize([emb2])[0]

# Compute Cosine Similarity
similarity = cosine_similarity([emb1], [emb2])[0][0]
print(f"🔹 Cosine Similarity: {similarity}")

# Set threshold
THRESHOLD = 0.5  # Try 0.5 instead of 0.6

if similarity > THRESHOLD:
    print("✅ Faces Match!")
else:
    print("❌ Faces Do Not Match!")
25-03-23 06:15:12 - arcface_weights.h5 will be downloaded to /root/.deepface/weights/arcface_weights.h5
Downloading...
From: https://github.com/serengil/deepface_models/releases/download/v1.0/arcface_weights.h5
To: /root/.deepface/weights/arcface_weights.h5
100%|██████████| 137M/137M [00:05<00:00, 25.6MB/s]
🔹 Cosine Similarity: 0.1646375357209664
❌ Faces Do Not Match!
In [34]:
from deepface import DeepFace
import numpy as np

# Paths to the images
img1_path = "/content/drive/MyDrive/PINS/PINS/pins_Amaury Nolasco/Amaury Nolasco0.jpg"
img2_path = "/content/drive/MyDrive/PINS/PINS/pins_Amanda Crew/Amanda Crew0.jpg"

# Extract embeddings using VGG-Face
embedding1 = DeepFace.represent(img_path=img1_path, model_name="VGG-Face")[0]["embedding"]
embedding2 = DeepFace.represent(img_path=img2_path, model_name="VGG-Face")[0]["embedding"]

# Convert to numpy arrays
emb1 = np.array(embedding1)
emb2 = np.array(embedding2)

# Compute Euclidean Distance
distance = np.linalg.norm(emb1 - emb2)
print(f"🔹 Euclidean Distance: {distance}")

# Set a threshold for face matching (VGG-Face threshold ~ 0.9 - 1.2)
THRESHOLD = 1.0

if distance < THRESHOLD:
    print("✅ Faces Match!")
else:
    print("❌ Faces Do Not Match!")
🔹 Euclidean Distance: 1.386121270747849
❌ Faces Do Not Match!

Euclidean distance (1.386) is slightly above the usual VGG-Face threshold (~1.0), meaning the model is not confident that the faces match

In [35]:
embedding1 = DeepFace.represent(img_path=img1_path, model_name="Facenet")[0]["embedding"]
embedding2 = DeepFace.represent(img_path=img2_path, model_name="Facenet")[0]["embedding"]
In [36]:
emb1 = emb1 / np.linalg.norm(emb1)
emb2 = emb2 / np.linalg.norm(emb2)
distance = np.linalg.norm(emb1 - emb2)
In [37]:
print("Embedding 1 Shape:", emb1.shape)
print("Embedding 2 Shape:", emb2.shape)
Embedding 1 Shape: (4096,)
Embedding 2 Shape: (4096,)
In [38]:
print("Norm of emb1:", np.linalg.norm(emb1))
print("Norm of emb2:", np.linalg.norm(emb2))
Norm of emb1: 1.0
Norm of emb2: 1.0
In [39]:
distance = np.linalg.norm(emb1 - emb2)
print("🔹 Euclidean Distance:", distance)
🔹 Euclidean Distance: 1.386121270747849
In [40]:
cosine_similarity = np.dot(emb1, emb2) / (np.linalg.norm(emb1) * np.linalg.norm(emb2))
print("🔹 Cosine Similarity:", cosine_similarity)
🔹 Cosine Similarity: 0.039333911390184134
In [41]:
embedding1 = DeepFace.represent(img_path=img1_path, model_name="VGG-Face")[0]["embedding"]
embedding2 = DeepFace.represent(img_path=img2_path, model_name="VGG-Face")[0]["embedding"]
In [42]:
# Normalize embeddings
emb1 = embedding1 / np.linalg.norm(embedding1)
emb2 = embedding2 / np.linalg.norm(embedding2)

# Euclidean Distance
euclidean_distance = np.linalg.norm(emb1 - emb2)
print(f"🔹 Euclidean Distance: {euclidean_distance}")

# Cosine Similarity
cosine_similarity = np.dot(emb1, emb2)  # Since embeddings are normalized
print(f"🔹 Cosine Similarity: {cosine_similarity}")
🔹 Euclidean Distance: 1.386121270747849
🔹 Cosine Similarity: 0.039333911390184134
In [43]:
import cv2
img1 = cv2.imread(img1_path, cv2.IMREAD_GRAYSCALE)
img2 = cv2.imread(img2_path, cv2.IMREAD_GRAYSCALE)
In [44]:
from deepface import DeepFace
result = DeepFace.verify(img1_path, img2_path, model_name="Facenet")
print(result)
{'verified': False, 'distance': 0.9454106015325031, 'threshold': 0.4, 'model': 'Facenet', 'detector_backend': 'opencv', 'similarity_metric': 'cosine', 'facial_areas': {'img1': {'x': 45, 'y': 21, 'w': 215, 'h': 215, 'left_eye': (194, 104), 'right_eye': (102, 103)}, 'img2': {'x': 37, 'y': 18, 'w': 231, 'h': 231, 'left_eye': (197, 105), 'right_eye': (101, 103)}}, 'time': 1.09}
In [45]:
import cv2
import matplotlib.pyplot as plt

# Load OpenCV's pre-trained face detection model
face_cascade = cv2.CascadeClassifier(cv2.data.haarcascades + "haarcascade_frontalface_default.xml")

def detect_faces(img_path):
    # Read image
    img = cv2.imread(img_path)
    gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)  # Convert to grayscale

    # Detect faces
    faces = face_cascade.detectMultiScale(gray, scaleFactor=1.1, minNeighbors=5, minSize=(30, 30))

    # Draw rectangles around detected faces
    for (x, y, w, h) in faces:
        cv2.rectangle(img, (x, y), (x + w, y + h), (0, 255, 0), 3)

    # Show image with detected faces
    plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))
    plt.axis("off")
    plt.title(f"Detected Face in {img_path.split('/')[-1]}")
    plt.show()

    return faces  # Return detected faces for further processing

# Run detection on both images
faces1 = detect_faces(img1_path)
faces2 = detect_faces(img2_path)
No description has been provided for this image
No description has been provided for this image
In [45]:
 
In [45]:
 
In [45]:
 

Embeddings are still valid ✅

Even if two faces don't match, the extracted embedding vectors are still meaningful for classification

In [46]:
print("Total images:", len(image_paths))
print("First few image paths:", image_paths[:5])  # Show first 5 paths
Total images: 10770
First few image paths: ['/content/drive/MyDrive/PINS/PINS/pins_Aaron Paul/Aaron Paul0_262.jpg', '/content/drive/MyDrive/PINS/PINS/pins_Aaron Paul/Aaron Paul101_247.jpg', '/content/drive/MyDrive/PINS/PINS/pins_Aaron Paul/Aaron Paul101_248.jpg', '/content/drive/MyDrive/PINS/PINS/pins_Aaron Paul/Aaron Paul101_249.jpg', '/content/drive/MyDrive/PINS/PINS/pins_Aaron Paul/Aaron Paul103_217.jpg']
In [47]:
from deepface import DeepFace

single_img = image_paths[0]  # Use the first image
try:
    result = DeepFace.represent(img_path=single_img, model_name="Facenet")
    print("Embedding Extracted:", result)
except Exception as e:
    print(f"❌ Error extracting embedding: {e}")
Embedding Extracted: [{'embedding': [-0.08776462078094482, 0.14199617505073547, -0.9997217655181885, 0.9183926582336426, 1.853298306465149, -1.0884240865707397, 1.6451282501220703, 0.02664121799170971, 0.6636602282524109, -0.04384937509894371, -0.2837628722190857, -0.8723365664482117, 1.4078441858291626, -0.17552238702774048, -1.6511132717132568, 1.4643197059631348, 0.34178587794303894, -1.2629554271697998, -2.1877453327178955, 1.032472014427185, 1.3742952346801758, 2.0873963832855225, 0.16295087337493896, -0.20796442031860352, -0.3187703788280487, 1.0976331233978271, 0.23507699370384216, 0.16207846999168396, 1.1708509922027588, 1.0516566038131714, -0.007705360651016235, 0.7942839860916138, -1.6897950172424316, -1.0752613544464111, 0.4999329447746277, -0.06942081451416016, -0.7595441341400146, -0.9886261820793152, -1.535876750946045, -0.5195455551147461, -0.9094446897506714, 1.6660481691360474, 0.3096238970756531, -0.11343392729759216, 1.768913984298706, -0.8202482461929321, 1.287416934967041, -0.32125210762023926, -0.3293323814868927, 1.9333231449127197, -2.0704641342163086, 0.019919417798519135, -1.4075548648834229, -0.5923308730125427, -2.2792487144470215, -1.3329497575759888, 0.2585095167160034, 0.3448317348957062, 0.3744926452636719, 0.04442396014928818, -1.4496134519577026, 1.0866471529006958, 0.050121087580919266, 0.9360552430152893, -1.755420207977295, 0.8370445966720581, 0.4677954912185669, 1.5168917179107666, 1.982348918914795, -1.3135627508163452, -0.2378394901752472, 0.943429708480835, 0.01977977156639099, 0.6553328037261963, -0.3999703526496887, -0.23451921343803406, 0.07385219633579254, -0.36501455307006836, 0.41228461265563965, -2.1025166511535645, -1.0104844570159912, -0.10131451487541199, -0.9075761437416077, -0.717068612575531, 0.2020147740840912, -0.2884679436683655, 0.996262788772583, -1.636694073677063, -0.06839870661497116, 0.44826462864875793, 0.9415223002433777, 1.6524592638015747, 0.4245098829269409, -0.2741803228855133, -0.43428534269332886, 2.126681327819824, -0.6834133863449097, 0.285319983959198, -0.63797527551651, -0.5858163833618164, 0.1964728683233261, 1.291068196296692, 0.037423692643642426, -3.1489202976226807, 0.3249538540840149, -0.7361916899681091, 0.17265036702156067, 0.1037624180316925, -0.6231464743614197, 0.21425952017307281, 0.8052846789360046, 0.4945254325866699, 2.0852413177490234, 1.3383748531341553, 0.6755063533782959, 2.1303257942199707, -0.14785870909690857, -0.21780508756637573, -1.7996034622192383, 0.9827163219451904, 1.2045347690582275, 0.7612788677215576, -0.32962101697921753, -0.46050602197647095, 0.3011523485183716, -1.8951674699783325, 0.03612866252660751, -2.2071022987365723], 'facial_area': {'x': 0, 'y': 0, 'w': 298, 'h': 300, 'left_eye': None, 'right_eye': None}, 'face_confidence': 0.94}]
In [48]:
import numpy as np

# Check if X and y exist
if 'X' not in globals() or 'y' not in globals():
    print("❌ Error: X or y is not defined! Run the embedding extraction code first.")
else:
    # Convert lists to NumPy arrays
    X = np.array(X)
    y = np.array(y)

    print("✅ Data successfully converted to NumPy arrays!")
    print(f"Shape of X (embeddings): {X.shape}")
    print(f"Shape of y (labels): {y.shape}")

    # Save embeddings and labels to Google Drive
    np.save("/content/drive/MyDrive/face_embeddings.npy", X)
    np.save("/content/drive/MyDrive/face_labels.npy", y)

    print("✅ Embeddings saved successfully in Google Drive!")
❌ Error: X or y is not defined! Run the embedding extraction code first.
In [49]:
X_loaded = np.load("/content/drive/MyDrive/face_embeddings.npy")
y_loaded = np.load("/content/drive/MyDrive/face_labels.npy")
print("✅ Data loaded successfully!")
print("X shape:", X_loaded.shape)
print("y shape:", y_loaded.shape)
✅ Data loaded successfully!
X shape: (68, 128)
y shape: (68,)

PCA & Train SVM

In [50]:
from sklearn.decomposition import PCA

# Reduce dimensions (e.g., from 128 to 50)
pca = PCA(n_components=50)
X_pca = pca.fit_transform(X_loaded)

print("✅ PCA applied! New shape:", X_pca.shape)
✅ PCA applied! New shape: (68, 50)
In [51]:
print("Unique classes in y_loaded:", np.unique(y_loaded))
Unique classes in y_loaded: ['Aaron Paul']
In [52]:
from sklearn.model_selection import train_test_split

X_train, X_test, y_train, y_test = train_test_split(
    X_pca, y_loaded, test_size=0.2, stratify=y_loaded, random_state=42
)

print("Unique classes in y_train after stratification:", np.unique(y_train))
Unique classes in y_train after stratification: ['Aaron Paul']
In [53]:
print("Unique classes in y_loaded:", np.unique(y_loaded))
Unique classes in y_loaded: ['Aaron Paul']
In [54]:
print(f"Total images attempted: {len(image_paths)}")
print(f"Total successful embeddings: {len(y_loaded)}")
print(f"Total images skipped: {len(image_paths) - len(y_loaded)}")
Total images attempted: 10770
Total successful embeddings: 68
Total images skipped: 10702
In [ ]:
from deepface import DeepFace
import concurrent.futures
import os

# Function to extract embeddings
def extract_embedding(image_path):
    try:
        embedding = DeepFace.represent(image_path, model_name="VGG-Face", enforce_detection=False)[0]["embedding"]
        label = os.path.basename(os.path.dirname(image_path))  # Extract actor's name
        return (embedding, label)
    except Exception as e:
        return None  # Skip images with errors

# Use multiprocessing for faster execution
X, y = [], []

with concurrent.futures.ProcessPoolExecutor(max_workers=8) as executor:  # Use CPU cores
    results = list(executor.map(extract_embedding, image_paths))

# Filter None values
X, y = zip(*[r for r in results if r is not None])

print(f"✅ Total successful embeddings: {len(X)}")
print(f"❌ Total failed images: {len(image_paths) - len(X)}")
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Actionable Insights & Recommendations

  • DeepFace with Facenet is slow, even with threading/multiprocessing. Processing all images sequentially takes a significant amount of time.
  • Convert images to grayscale or enhance contrast for better detection.
  • Check image dimensions and remove images with extreme lighting conditions or distortions
  • Add more high-quality images for each actor. Use data augmentation (flipping, rotation, brightness adjustments) to increase robustness. -Some images did not contain detectable faces due to angles or occlusions.
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